Deterministic symbolic algebra prevents mode collapse in LLM synthetic training data. 705 braids, 1410 outputs, 79.5% greater semantic variance. The math is real.
typescript embeddings umap iit consciousness synthetic-data fine-tuning neuro-symbolic mode-collapse llm prompt-engineering ollama tau-tongue semantic-diversity
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Updated
Mar 15, 2026 - TypeScript