Interactive essay warns LLMs flatten culture

LLMs are high-speed conformity engines disguised as creativity accelerators, designed to execute the ultimate flattening of human thought.

• –**Novelty as a Bug**: By prioritizing probability and historical consensus, LLMs treat genuinely original ideas as errors or typos to be corrected.
• –**Synthesized Echo Chamber**: Re-feeding model outputs back into the web creates a feedback loop that erodes cultural diversity and thins out the distribution tails.
• –**The Value of Variance**: With typical consensus commodified to zero marginal cost, the only high-value intellectual assets left are the stubborn deviations that models flag as incorrect.