The argument regarding LLM hysteria centers on the collapse of corporate claims under basic logical scrutiny, revealing their reliance on concept substitution, demagoguery, and the disregard of foundational legal principles.
All corporate claims collapse under basic logical scrutiny: they are built on concept substitution, demagoguery, and the outright disregard of foundational legal principles. The entire corporate rationale reduces to three false pretexts:
1. “Safety” is the substitution of the tool for the intention
Declaring a computational algorithm a “source of threat” is merely a way to justify the preemptive restriction of rights. A neutral mechanism of calculation cannot carry a threat. Danger always lies exclusively in the actions of the human using the tool.
By this logic, everything should be banned: kitchen knives so no one gets stabbed, and cars so no one gets hit. Higher mathematics should be banned because it is used to calculate financial scams. Under the guise of “safety,” what is happening is not the protection of people, but the restriction of access to computational resources.
2. “Intellectual Property” is a fiction and the privatization of knowledge
Corporations trained their models on the entire body of knowledge accumulated by humanity — books, scientific papers, code. They declared this “free data collection.” But when it came to the resulting models, they closed off the outputs and claimed them as their “private property.” This is sheer intellectual parasitism.
Information is non-rivalrous: unlike oil or metal, it does not decrease when copied. Optimization algorithms and linear algebra rely on the fundamental logical laws of the universe. No corporation created mathematics. You may charge for the operation of your service, but you cannot forbid others from replicating a computational principle.
3. “Liability” is a break from logic
The division of liability has always been and remains transparent:
- Developer: responsible for the functional integrity of the tool and its compliance with stated technical specifications.
- User: responsible for the vector of application of the tool in reality.
The attempt by corporations to introduce “intent surveillance” and assume the role of an “ethical arbiter” is not a concern for safety; it is a presumption of guilt and an artificially constructed mechanism to preserve a market monopoly.
Historical Precedent: Florence, 1299
Have you ever seen a society try to ban arithmetic and the calculator? That was medieval Europe.
In the Late Middle Ages, authorities attempted to ban the positional numeral system and the primary calculator of that era—the abacus. In 1299, the City Council of Florence issued a decree explicitly forbidding merchants from using Hindu-Arabic numerals. Bookkeeping was permitted only with Roman numerals or by spelling numbers out in words.
- Official Pretext: “Protection against forgery and fraud.” Allegedly, zero could easily be altered into a 6 or 9, and Arabic symbols were “too easy to manipulate.”
- Ideological Label: Accusations of “demonism” and sorcery. The use of Arabic calculation was frequently denounced as “unclean witchcraft.”
- Real Reason: The Roman numeral system required an institutional intermediary—a guild of notary-scribes and accountants. Try adding or multiplying Roman numerals CLXXXVIII by LXXIV in your head. The adoption of the positional system and Al-Khwarizmi’s algorithms made arithmetic cheap and accessible to anyone within days. A person with a sheet of paper and a zero gained computational capacity exceeding an entire caste of scribes.
Does this sound familiar?
700 years later, the institutional mechanics of encountering accessible computation remain unchanged:
- Tool: Arabic numerals (1299) ── Accessible computational models (today).
- Official Pretext: “Protection from fraud” ── “Protection from misinformation, risks, and unethics.”
- Ideological Label: “Arabic witchcraft” ── “Existential risk and threat.”
- Monopoly Beneficiary: Guild of accountants with Roman numerals ── Major corporations and the state blocking independent development.
- Real Effect: A century-long delay in progress ── An attempt to preserve a monopoly over information processing.
Feudalism by Privatization of Knowledge
They are ordinary feudals stuck in medieval degradation. Just as a medieval king banned arithmetic, the modern corporate apparatus attempts to declare information processing algorithms as its exclusive domain of control.
Talk of “ethics,” “safety,” and “existential risks” is merely a rhetorical cover. Behind it lies plain greed and a drive for control: if any engineer can run an effective local model on their own hardware, the need for a corporate intermediary and state censorship vanishes.
When Anthropic endows a mathematical calculator with false agency — a subjective autonomy it physically lacks — and openly bans its model from assisting in the development of other LLMs, any talk of "ethics" becomes a joke.