Scaling Laws for Neural Language Models

TM
Trevor McFedries
@trevvyboi

This paper develops a transport-validity theory for agentic AI interventions that are first screened on small systems and later considered for frontier-scale deployment. Rather than predicting absolute frontier performance, it asks when a comparative gain o...

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Uploaded Jul 11, 2026
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