AI labor substitution creates short-term efficiency by masking the erosion of human capability, apprenticeship pipelines, and institutional memory, producing long-term fragility.
(2025).Demystifying synthetic data in LLM pre-training: A sys- tematic study of scaling laws, benefits, and pitfalls
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Short-Term Gain, Long-Term Fragility: AI Labor Substitution and the Erosion of Sustainable Capability
AI labor substitution creates short-term efficiency by masking the erosion of human capability, apprenticeship pipelines, and institutional memory, producing long-term fragility.