Small Models, Sovereign Compute: Why Distilled Edge Agents Outperform Frontier APIs in Institutional Operations

Small language models in higher education are specialized 3B- to 8B-parameter open-weight neural networks deployed locally to execute deterministic, tool-augmented campus workflows without relying on