Recursive AI Cultural Drift & Model Collapse Sandbox Active Loop

Investigating recursive algorithmic training loops, idiom extinction, and human literature preservation (Annalee Newitz / New Scientist)

1. Recursive Epoch & Corpus Controls

Corpus: Mary Shelley + Folklore
Gen 0

Generated Prose Diff & Cultural Mutation

Gen 0 (Human Ground Truth)
Linguistic Analysis: Initial state contains dense sensory metaphors, syntactic variety, and culturally distinct idioms.

2. Cultural & Lexical Telemetry

Type-Token Ratio 0.78 Lexical Richness
Lexical Entropy 8.42 Bits / Token
Metaphors Retained 142 Unique Figurative
Collapse Risk STABLE Ground Truth Active
10-Generation Decay Trajectory: Entropy (Cyan) vs TTR (Orange) Target Gen: 0
Preservation Resilience: Authentic human literature maintains high semantic variance across iterations.
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