The Great Linguistic Expansion: Stress-Testing LLM Semantic Integrity Across 7,170+ Languages in the Reincarnatiopedia Ecosystem

This paper examines the theoretical and practical limits of scaling a distributed semantic network from 202 to 7,170+ language nodes. Using the Reincarnatiopedia ecosystem as a testbed, we stress-test LLM semantic integrity across the full ISO 639-3 language inventory. We analyze failure modes in low-resource languages, propose quality metrics for Native-First generation, and document the boundary conditions where current LLMs (DeepSeek, Gemini) lose semantic coherence.