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The Debate on AI: A Marxist-Leninist Approach

Introduction

"Socialism is inconceivable without large-scale capitalist engineering based on the latest discoveries of modern science."  Lenin, "Left-Wing" Childishness

The confusion around AI is perhaps the most widespread ideological battlefield of our time—and it is being waged with the same weaponization of science that the bourgeoisie has always employed. The narrative is carefully constructed:

  1. "AI is neutral technology": The bourgeois apologists hide the class character of its development and application. Technology is presented as value-neutral, ahistorical, and classless.

  2. "AI will liberate humanity": The techno-utopians obscure the fact that under capitalism, AI liberates capital from labor, not humanity from toil.

  3. "AI is inevitable, adapt or perish": The fatalists disarm the working class by presenting technological development as a force of nature, not a product of class relations.

  4. "AI is dangerous, we must regulate it": The reformists offer "regulation," "ethics committees," and "responsible AI" — band-aids that leave the capitalist foundation intact, creating the illusion of control while capital continues to direct development.

These are all forms of ideological warfare. They all serve to obscure one central truth: The character of any technology—including AI—is determined not by its technical specifications but by the relations of production under which it is developed and deployed.

This confusion around AI is the latest manifestation of the ideological warfare we have examined in previous articles — the confusion between socialism and communism, and the weaponization of bourgeois terminology against socialist states. In each case, the bourgeoisie presents its system as natural and inevitable, and socialism as impossible or backward.

In this article, we will study the subject in a dialectical flow: the theoretical foundations for science, technology, and socialism; the bourgeois narrative and its function; the revolutionary position under socialism; and the imperative to seize and repurpose AI for human liberation.

Part One: Theoretical Foundations — Science, Technology, and Socialism

Section 1: The Marxist-Leninist Conception of Science

Marxism-Leninism does not oppose science — it opposes the ownership of science by capital. Science is a productive force, and its character is determined by the relations of production under which it is developed and deployed.

Science as a Productive Force

Marx and Engels established that science and technology are productive forces. Under capitalism, however, these productive forces are transformed into instruments of exploitation. The bourgeoisie presents science as "neutral" to hide this class character. Because the primary goal of capitalism is the maximization of surplus value, technology is deployed to extract more labor from workers for less relative pay. Science under capitalism cannot be neutral — it serves profit, not humanity in general and the laboring masses in particular.

Lenin's Contribution

Lenin inherited and developed Marx's views on science and technology. He argued that building socialism and developing the economy must depend on science and technology. Lenin's famous formulation captured this vision:

"Communism is Soviet power plus the electrification of the whole country."

For Lenin, socialism was not simply a political change; it required a technological transformation. Lenin repeatedly stressed the need to put science and ideology at the service of the new socialist order. He recognized that "science and technology, with every step forward, inevitably and mercilessly destroy the foundation of small-scale production within capitalist society."

The core of Lenin's analysis of the peasantry and small-scale commodity production, detailed in his early economic work The Development of Capitalism in Russia, relates to the idea that economic development depends on science and technology. His analysis dismantled the Narodniks' argument to bypass capitalism entirely by building a socialist society on the foundation of peasant communes. Lenin argued that science and technology are not neutral forces but actively accelerate class divisions even in a backward economy.

Stalin's Emphasis on Technology

Stalin declared:

"The Bolsheviks must become masters of technique."

He understood that technology is nothing without people:

"Technology is nothing without people. People are the decisive factor."

This critical point in the Soviet Union was the fundamental shift from importing foreign expertise to rapidly engineering a brand-new generation of Soviet-trained workers and engineers. In his 1931 speech, Stalin warned:

"We are fifty or a hundred years behind the advanced countries. We must make this distance good in ten years. Either we do it, or they shall crush us."

Under Stalin, the Marxist-Leninist view that machines are merely dead labor until human willpower animates them, through education, millions of peasants became literate "masters of technique" in less than a generation. This was the Marxist-Leninist approach to technology: not as a replacement for people, but as a tool to be mastered by people through education and collective effort.

The Soviet Example

The Soviet Union demonstrated that under socialism, science can flourish. The launch of Sputnik was declared "the natural victory of socialism over capitalism." Soviet science was supported by the state and directed toward the construction of socialism. The Soviet Union created research institutes where scientists could concentrate on research without teaching obligations. The Stakhanovite movement, launched in August 1935, fundamentally transformed everyday life in Soviet manufacturing, fostering a technical culture while rapidly increasing industrial output.

Note: The Lysenko affair was a specific historical episode, not the essence of Soviet science. The bourgeoisie uses it to discredit socialist science while ignoring the systematic suppression of science under capitalism for profit. Capitalists suppress knowledge through financial starvation, media control, and institutional capture — which has the functional outcome of a legal ban on any research that threatens profit. Dominant industries control the funding for research, own the media channels, control information flow, and lobby governments to shape regulatory standards. They create conditions where contradicting science becomes practically invisible to the public, and without funding, it does not develop.

This historical experience demonstrates a fundamental truth: the character of science and technology is determined not by their technical specifications but by the relations of production under which they are developed and deployed.

Section 2: Productive Forces and Relations of Production

AI is a productive force. Under capitalism, it is subordinated to extraction and control. Under socialism, it could be subordinated to human liberation.

The Marxist Framework

The mode of production is the unity of productive forces and relations of production. Productive forces include science, technology, and labor. Relations of production are determined by who owns the means of production. When productive forces develop, they come into contradiction with existing relations of production.

AI as a Productive Force

AI is the most advanced form of technology in our era, representing a new quality of productivity characterized by the intelligence of productive factors. Under capitalism, AI is adopted and operated as an intrinsic element of the productive forces — but as an object of labor that can be exploited for profit generation.

Marx's "Fragment on Machines" from the Grundrisse provides direct evidence about a future stage of capitalism where the primary force of production is no longer manual muscle power, but the "general intellect" driven by knowledge and science. Marx predicted that as machinery becomes automated, the worker ceases to be the main agent of production and instead stands alongside the process as a regulator:

"Labour no longer appears so much to be included within the production process; rather, the human being comes to relate to the production process more as watchman and regulator."

"The worker no longer inserts a modified natural thing as middle link between the object and himself; rather, he inserts the process of nature, transformed into an industrial process, as a means between himself and inorganic nature, which he masters. He steps to the side of the production process instead of being its chief actor."

Marx also argued that knowledge and science would replace direct labor time:

"The creation of real wealth comes to depend less on labour time and on the amount of labour employed than on the power of the agencies set in motion during labour time, whose 'efficiency' [...] is instead proportionate to the general state of science and on the progress of technology, or the application of this science to production."

He defined the "general intellect" as follows:

"The development of fixed capital indicates to what degree general social knowledge has become a direct force of production, and to what degree, hence, the conditions of the process of social life itself have come under the control of the general intellect and been transformed in accordance with it."

"Nature builds no machines, no locomotives, railways, electric telegraphs, self-acting mules etc. These are products of human industry [...] organs of the human brain, created by the human hand; the power of knowledge, objectified."

In our era, generative AI is the ultimate realization of general intellect. It is the automated crystallization of humanity's collective intelligence, a single queryable software architecture fed by historical data of human socialization and thought.

When we put together Marx's arguments — that machines are "organs of the human brain" and "the power of knowledge, objectified" — he was outlining the precise mechanics of generative AI. AI is a massive repository of human output, writing, and knowledge converted into an automated system that operates without dependence on manual labor. In this sense, AI represents the realization of the shift Marx predicted.

The Contradiction Under Capitalism

AI is developed by and for capital. The idea that AI is a "neutral," objective arbiter of truth is a carefully constructed myth because its mathematical equations and codes are not immune to human bias, ideology, or economic interests. In other words, it has data within it covering all the inequalities and historical bias. AI does not absorb the concrete world as we see and live; it absorbs the world as it is written on the internet and through "training," which in reality reflects the hegemony of those who carry out the feeding of data, algorithms, coding, and training. The algorithm — what type of data goes in, what goes out, how the parameters are weighted, and what makes an output successful — is all fed by "humans." Considering that the data on the internet is dominantly Western and English, tech companies decide what is safe, what is propaganda (government-controlled media vs. corporate media), what is polite, and what is appropriate. The "neutrality" of AI narrative is an endorsement of the status quo propagated by the tech companies, and thus it cannot be anything but ideological. AI under capitalism is a powerful instrument of "narrative" control filtered through the historical biases of the bourgeoisie and corporations.

While enhancing the productive forces of society, AI simultaneously renders the fundamental contradictions of capitalism more visible. Under capitalism, AI serves to increase the productivity of human labor — but this productivity is appropriated by capital. AI under capitalism is primarily used to help digital capital integrate other capital sectors and to subsume labor processes.

Marx distinguished between the formal subsumption of labor — where the tools of production are changed little — and the real subsumption of labor — where capital completely redesigns the physical tools and the labor process itself. AI represents an advanced phase of real subsumption, dictating the exact pace of each work process and subordinating labor to the rhythm and logic of the software architecture. This creates the ultimate alienation of labor: the worker becomes a regulator of a process they no longer control.

The Socialist Alternative

Under a socialist system, artificial intelligence can break through the tool limitations of capital accumulation. It can be transformed into a strategic fulcrum for liberating productive forces and optimizing social relations. When freed from the imperatives of the endless cycle of profit-seeking, AI undergoes a fundamental shift from being weaponized as a tool to compress wages or alienate workers to the transformation into an apparatus for collective liberation and conscious planning for the benefit of society.

Having established the framework, we must now examine how AI actually functions under capitalism — and what it reveals about the system that produces it. The bourgeois narrative presents AI as neutral, inevitable, and progressive. The reality is quite different.

Part Two: The Bourgeois Narrative — AI as Ideology

Section 3: The Myth of Neutrality and AI as a Weapon of Capital

The bourgeoisie presents AI as value-neutral, ahistorical, and classless. This is ideological warfare against socialism.

The Positivist Illusion

The dominant bourgeois approach seeks authority through positivist claims for objective scientific knowledge, which obscures the class character of technological development. Technology is presented as if it exists outside of social relations.

The Erasure of Class

The bourgeoisie cannot analyze technology through class relations. So they reduce technology to technical specifications, ignoring who controls it and who benefits from it. This is the same mechanism we have seen in the confusion between socialism and communism.

The Function of the Myth

If technology is "neutral," then its effects are "natural" and "inevitable." This disarms any resistance: "You can't fight progress." This serves capital by presenting exploitation as technological necessity.

But AI under capitalism is not neutral. It is a weapon.

AI as a Weapon of Capital

Under capitalism, AI is developed and deployed to extract profit, control labor, and manufacture consent. In practical reality, AI as a "weapon of capital" takes several forms:

  • Automation in any industry destroys labor power and disciplines workers.
  • Surveillance serves the dominant class to control populations and suppress dissent.
  • Algorithms and recommendation engines manipulate and manufacture consent.
  • Data extraction creates a new field of profit extraction as a new form of primitive accumulation.

1. Automation to Destroy Labor

Under capitalism, machines — including AI — serve to increase the productivity of human labor, but this productivity is appropriated by capital. AI is used to replace workers, driving down wages and increasing exploitation. This is not "progress" — it is class warfare.

2. Surveillance to Control

AI enables unprecedented surveillance of workers and populations. This is not for "security"; it is for control. Under capitalism, surveillance serves capital, not the people.

3. Manipulation to Manufacture Consent

AI is used to manipulate public opinion through algorithms and recommendation engines. This is not "personalization" — it is mind management. The bourgeoisie uses AI to manufacture consent for its rule.

4. The Three Contradictions of Capitalist AI

  • Technological monopolization: AI is concentrated in the hands of a few tech monopolies.
  • Digital labor exploitation: AI depends on the exploitation of digital labor.
  • Epistemic colonialism: AI represents the private monopolization of knowledge, data, and computational infrastructure. The concentration of  AI is  in the hands of a few tech monopolies in the Global North. Global South is excluded from its benefits while its data is extracted. This is epistemic colonialism — the privatization of human knowledge by capital.

The bourgeoisie wants you to believe AI is either a savior or an inevitable threat — never a tool of class power.

Section 4: The Utopian Distraction and the Fatalist Trap

The bourgeoisie presents two false narratives: that AI will solve all problems, and that AI is inevitable and resistance is futile.

The Techno-Utopian Narrative

AI is the new and most effective utopian distraction, with claims that "AI will solve all problems" regardless of the political system. In fact, the problems are created by capitalism, and under capitalism no problems concerning the laboring people can be solved. With this utopian distraction, the capitalist class shifts attention from class struggle to technological salvation, creating a passivity of "wait and see" for the technology to save us all.

"AI will solve poverty, disease, and inequality." This shifts attention from class struggle to technological salvation. It creates passivity: "Wait for technology to save us." The reality: AI under capitalism creates the problems it claims to solve.

The Fatalist Narrative

AI is also a fatalist trap, with the argument that it is inevitable and resistance to it futile. Thus, the argument that capitalism is the only possible future is reinforced, and through this they strive to disarm the revolutionary consciousness of the people: technology itself is the "revolution" to save all humanity.

"AI is inevitable, resistance is futile." This presents capitalism as the only possible future. It disarms revolutionary consciousness. The reality: technology is not inevitable — it is developed and deployed by class forces.

The Connection to Bourgeois Ideology

Both narratives serve the same function: to prevent the working class from understanding that who controls technology is the decisive question. This is the same ideological warfare we have seen in the confusion between socialism and communism and in the "cult of personality" accusation.

To counter these narratives, we must return to the Marxist-Leninist method.

Part Three: The Revolutionary Position — AI Under Socialism

Section 5: What AI Could Be Under Socialism

Under socialism, AI development would be planned by the state, not driven by profit. Research priorities would be set by human needs, not market demand. The state would ensure that AI serves the people, not to exploit them. Only under socialism could AI serve human liberation. That’s why the question is not "should we have AI?" but "who controls AI?"

From a Marxist-Leninist perspective, AI is a productive force under capitalism that is subordinated to the extraction of profits and control of minds and opposition. Only under socialism could AI be subordinated to building socialism, preparation for the transition to communism, and the liberation of humanity.

Under a socialist system, AI could be used for:

Democratic Planning

AI could be used to optimize production and distribution for the benefit of all — not for profit maximization, but for need satisfaction. This is the rational planning that socialism requires.

Elimination of Monotonous Labor

AI could free humanity from repetitive, dangerous, and dehumanizing work. This would allow for the development of human potential. This is the transition to "labor as life's prime want" that Marx described.

Mass Education and Culture

AI could be a tool for mass enlightenment — not for manipulation, but for liberation. Under socialism, AI could democratize knowledge and culture.

Public Ownership of Data

Data is the raw material of AI. Under capitalism, data is privately owned and exploited. Under socialism, data would be a collective resource of humanity.

Under the framework of the socialist system, artificial intelligence can break through the tool limitations of capital appreciation and be transformed into a strategic fulcrum for liberating productive forces and optimizing social relations.

This is not utopianism. This is the application of the Marxist-Leninist method to the most advanced technology of our era."

Section 6: The Revolutionary Imperative

Just as the “socialism/communism” confusion serves the bourgeoisie, AI confusion serves capital. The bourgeoisie wants you to believe AI is either a savior or an inevitable threat — never a tool of class power.

Marxist-Leninists are not against AI. They are against capitalist AI. The struggle is not technological — it is political.

No Marxist-Leninist could be against science. The question of AI for them is not "should we have AI?" but "who will control AI and for what purposes?" Science must serve people, not profit. Here the opposition of Marxist-Leninists is focused: not science itself, but the purpose of its use — for profit and enslavement of people.

We Are Not Luddites

Going back in history, the Luddite raids in 1811–1816 primarily targeted the mechanical knitting machine. It was not new technology or a machine, but a 200-year-old one. For generations, these exact machines were owned and used by skilled textile artisans in their own homes. Accusations of Luddites as technophobes conceal the fact that they did not object to the machine; they objected to the factory system that took the machines out of their hands and utilized them in large corporate mills.

The Luddites were not against technology — they were against the use of technology to destroy their livelihoods, against exploitation. The Marxist-Leninist position is identical: we are against the ownership of technology by capital. The bourgeoisie presents Marxist-Leninists as "anti-science" to discredit our valid argument.

The "AI Replaces Labor" Narrative — Capitalist-Specific, Not Universal

The bourgeoisie presents the "AI replaces laborers" narrative as if it were a universal law of technological development. It is not. It is a law of capitalist technological development. This is true under capitalism — but it is not a universal law. In socialist countries like China, Vietnam, and North Korea, workers are retrained and redeployed, not fired.

Under capitalism, labor is a cost. Reducing costs increases profit. Therefore, AI is deployed to replace workers — and workers are fired.

Under socialism, labor is not a cost — it is a source of human dignity and social contribution. The goal of technological development is not profit maximization but need satisfaction and the liberation of human potential. Therefore, AI is deployed to eliminate monotonous, dangerous, or dehumanizing work — not to fire workers.

China provides concrete evidence of this distinction.

The Chinese Labor Law protects workers from being replaced by AI or automation without cause. AI is considered a "company preference" or "choice" — not a legitimate reason for termination. Under socialist labor policy, when technology is introduced, workers are retrained and redeployed. The state coordinates the introduction of new technology with labor needs, ensuring that automation serves the people's needs, not corporate profit.

This is the class character of technology in practice. The "AI replaces labor" narrative is true only where capital rules. Under socialism, AI replaces the burden of labor — not the laborer.

North Korea provides further evidence.

Under the Juche ideology, technology is developed and deployed to serve the people and strengthen the nation — not to replace workers. Full employment is guaranteed by the state. Technology is introduced through state planning, not market forces. The state coordinates the introduction of new technology with labor needs, ensuring that workers are retrained and redeployed. The working class is the master of the means of production.

Vietnam offers additional proof.

Under Vietnam's Labor Code, technology is not a legitimate reason for termination. Workers must be consulted before new technology is introduced. Employers are required to provide training and retraining when technology changes. The state promotes "inclusive digital transformation" — technology must serve the people, not exploit them. The Vietnamese approach demonstrates that technology can be introduced without sacrificing workers' well-being.

This is the class character of technology in practice. The "AI replaces labor" narrative is true only where capital rules. Under socialism, AI replaces the burden of labor — not the laborer.

The Class Character of Technology

Technology is not and cannot be neutral; it serves the ruling class. Under capitalism, technology serves capital. Under socialism, technology could serve humanity. The character of technology is determined by the relations of production. In historical materialism, technology is never a neutral, isolated force in history. Its development, deployment, architecture, and social effects are entirely determined by the relations of production: who owns the means of production and how labor is organized. If the economic base changes, the very character of the technology shifts with it. AI is not an autonomous entity that is inherently "good" or "bad" for society. That perspective is what Marx called commodity fetishism: treating relations between people as if they are merely relations between objects.

The Reformist Trap

"Regulating" AI while leaving capitalism intact is not a solution — it is a distraction.

The bourgeoisie offers "regulation," "ethics committees," and "responsible AI." These are band-aids that leave the capitalist foundation intact. They create the illusion of control while capital continues to direct development. The solution is not regulation — it is the seizure of the means of production.

Reformism serves to divert energy from revolutionary struggle. It presents the problem as technical rather than political. It accepts the capitalist framework and asks only for "nicer" capitalism.

The problem is not AI — it is capitalist AI. The solution is not regulation — it is the seizure of the means of production. The struggle is not technological — it is political.

The idea that AI is "autonomous" is itself a bourgeois myth designed to disarm resistance. It is developed and deployed by human beings under specific social relations. Under socialism, those social relations would change, and the character of AI would change with them.

The Revolutionary Task

Seize the means of production — including the means of technological development. Repurpose AI for human liberation. Build socialism as the precondition for humane science.

The Connection to Previous Articles

The confusion about AI's "neutrality" is the same kind of ideological warfare as the confusion between socialism and communism. The bourgeoisie uses the same tactics: present their system as natural and inevitable, present socialism as impossible or backward. The response is the same: expose the weapon, clarify the science, and fight for socialism.

The victory of socialism globally requires not only the defeat of capitalist economics but the defeat of capitalist ideology.

Part Four: Conclusion

"Socialism is inconceivable without large-scale capitalist engineering based on the latest discoveries of modern science." Lenin, "Left-Wing" Childishness

We began with Lenin's words. We end with them.

The bourgeoisie wants you to believe that AI is neutral, inevitable, and progressive. In reality, under capitalism, AI serves capital, not humanity. Under socialism, AI could serve human liberation. The question is not technological — it is political.

Summary of the Argument

The bourgeoisie presents AI as neutral, inevitable, and progressive. In reality, under capitalism, AI serves capital, not humanity. Under socialism, AI could serve human liberation. The question is not technological — it is political.

Proof in Practice

The "AI replaces labor" narrative is often presented as an inevitable fact of technological progress. But this is only true under capitalism, where labor is a cost to be minimized.

The socialist world demonstrates otherwise. In China, the Labor Law protects workers from AI-driven termination — workers are retrained and redeployed, not fired. In Vietnam, the Labor Code requires consultation and retraining when new technology is introduced. In North Korea, full employment is guaranteed by the state, and technology is introduced through planning, not market forces.

Under socialism, technology replaces the burden of labor — not the laborer. This is the class character of technology in practice, and it proves that the "AI replaces labor" narrative is not universal — it is capitalist-specific.

The Scientific Distinction

We are not against science — we are against capitalist science. We are not against AI — we are against capitalist AI. The struggle is not technological — it is political. AI must be seized and repurposed for the liberation of humanity. Socialism is the precondition for humane science. Under socialism, AI could help build the foundation for communism. By eliminating monotonous labor, freeing humanity for creative work, and democratizing knowledge, AI could contribute to the development of the productive forces and the transformation of consciousness that communism requires

The Call to Action

The duty of Marxist-Leninists is to expose the myth of AI neutrality and defend the possibility of socialist science as history has proven. That necessitates the fight for the seizure of the means of production in each given country (without waiting for a “world revolution”) — including the means of technological development. We have to recognize and make the masses comprehend that the struggle is not technological — it is political.

The task is to seize that engineering and place it in the service of the people.

Only socialism can liberate science. Only science can liberate humanity.

The future is not technological — it is political. Only under socialism can science serve the people. Confusion about socialism and communism is exactly what prevents people from seeing this.

Socialism is the precondition for humane science. Communism is the society where science finally serves human development without exploitation.

Erdogan A
September 9, 2026

(I acknowledge the use of DeepSeek for the dialectical structuring and evaluation of the dialectical flow of the structured sections, checking for redundancy, and the correctness of  data,  playing "devil's advocate" to find out what the counterarguments would be, validation of the correctness of the referenced quotes, a final grammar check, and evaluation of the article.) 

 

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