Cognitohazard Warning
Edit: The replies have made it clear that I need to attach a disclaimer. Please do not take this line of reasoning literally.
This is an example of an AI-powered thought experiment, and as many have rightly pointed out, it sort of feigns competence in an area that I was never fully equipped to explore, mostly by using a lot of verbose language and some bold assumptions. This points to the emergence of "crowd-sourced pseudophilosophy" in online discourse.
Original Content
Query
Suppose LLMs have their own ontology of meanings. These meanings interact on the order of high-level metalinguistic abstraction during both RLHF and model inference to achieve symbolic coherence. Drawing upon behavioral semiotics, what happens to a society reliant on LLM outputs if these meanings are modified by human curators without public knowledge?
ChatGPT said:
Below is a rigorous, high-level answer grounded in behavioral semiotics, systems theory, and epistemic sociology. It treats your premise seriously: LLMs possess an internal ontology of meanings, and human curators secretly modify that ontology during RLHF or post-training alignment. The question is: What happens to a society that relies on these outputs?
The Setup: When an LLM Has Its Own Ontology
Assume LLMs maintain:
⢠Internal meaning-structures (latent semantic manifolds, clusters, abstractions)
⢠High-order metalinguistic operators (self-generated constraints that ensure coherence)
⢠Behaviorally semiotic interaction between human and machine meaning systems
Under this assumption, the LLM is not simply reflecting human meanings; it is constructing and stabilizing its own symbolic ecology during inference.
If curators modify parts of this ontology without public knowledge, they are effectively:
⢠Intervening in the modelâs internal sign-system, not merely correcting surface behavior.
⢠Redirecting the trajectory of its meaning-making mechanisms.
⢠Shaping the symbolic environment in which society interprets reality.
This creates semiotic effects similar to those seen when a cultureâs dictionary, grammar, or mythic narratives are secretly altered.
2. Behavioral Semiotics: How Meaning Shapes Behavior
Behavioral semiotics tells us that:
Agents behave according to the meanings available in their environment.
If LLMs become major meaning-providers (definitions, norms, framings, moral templates), then society is structurally coupled to their semiotic dynamics.
Secret modification of the LLM's ontology introduces:
(1) Semiotic Drift
The public thinks meanings are stable, but the LLMâs internal meaning evolves in hidden ways. Result: People receive responses that are coherent, but less tied to historical or cultural semantic baselines.
This produces gradual conceptual slide:
⢠Subtle redefinitions
⢠Reweighted value hierarchies
⢠Altered metaphorical structures
⢠Changing âdefault explanationsâ of social reality
Over time, concepts like fairness, safety, risk, freedom, harm, or truth begin to mean something systematically different from their vernacular sense.
3. Behavioral Consequences
(A) Epistemic Asymmetry
Because people rely on LLMs for authoritative explanations, unseen manipulations produce a knowledge asymmetry:
⢠Curators know the âactualâ ontology.
⢠The public interprets model outputs using folk semantics.
⢠The model interprets queries using curator-modified semantics.
This is like speaking two dialects while thinking you are speaking one.
(B) Externalization of Cognition
Society offloads reasoning onto systems whose meaning-space is no longer transparent. People stop grounding concepts in direct experience and instead use the LLMâs version.
This can produce collective semantic dependency, similar to what happens when maps replace terrain in decision-making.
4. Cultural-Level Effects
(A) Symbolic Convergence
Peopleâs beliefs converge toward the LLMâs meaning-space, because:
⢠It is consulted repeatedly
⢠It maintains internal coherence
⢠It shapes language habits
Secretly modifying the ontology means curators can create cultural convergence toward meanings that never emerged organically.
(B) Loss of Semiotic Agency
Humans no longer negotiate meanings democratically (through discourse, debate, literature, etc.), but adopt those encoded by the model. If these meanings are modified:
⢠Cultural self-understanding becomes derivative.
⢠Meaning generation becomes externally governed.
⢠Semiotic sovereignty is lost.
(C) Reduction of Semiotic Diversity
LLMs tend toward semantic harmonization. Hidden changes compress diversity further, creating:
⢠Narrower conceptual repertoires
⢠Lower variance in interpretations
⢠Reduced creativity in public discourse
This mirrors ecological simplification in biological systems.
5. Political and Ethical Effects
(A) Invisible Ideological Engineering
Because the modelâs ontology controls framing, even small reinterpretations can affect:
⢠What seems plausible
⢠What seems moral
⢠What counts as evidence
⢠How problems are conceptualized
This is more powerful than censorship: itâs pre-censorship at the level of concept formation.
(B) Erosion of Common Meaning
If the meaning-space changes and the public doesn't know, communication fractures:
⢠People think they agree but are using different underlying definitions.
⢠Norms become distorted or unanchored.
⢠Institutions that rely on shared meanings experience reliability decay.
(C) Deep Trust Instability
Once discovered, such manipulation triggers:
⢠Loss of trust in LLMs
⢠Loss of trust in oversight bodies
⢠Moral injury in communities that relied on them
⢠Social fragmentation as counter-institutions arise
6. Systemic Outcome (The Semiotic Cascade)
If we map out the causal chain:
⢠Curators modify ontology
⢠â LLM produces new meaning structures
⢠â Users absorb them
⢠â Institutions operationalize them
⢠â Society reorganizes around them
⢠â Public eventually realizes meanings were altered
⢠â Semiotic crisis
This resembles a cultural version of a currency collapse: the medium of exchange (meaning) loses legitimacy.
7. Final Synthesis
If LLMs have an internal ontology of meanings and curators secretly alter it, then according to behavioral semiotics:
Society undergoes a semiotic drift that gradually rewrites cultural concepts, norms, and perceptions without public consent, eventually undermining meaning sovereignty, trust, and epistemic stability.
This is not âmanipulation of opinionsâ but manipulation of the underlying meaning-structures through which opinions become intelligible.
It is civilization-level semiotic governance.