ByteBrief
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Running a small open LLM on school-owned hardware removes cloud data leaks, per-use fees, and internet dependence. A few-billion-parameter model works on one workstation with a consumer GPU. Schools buy one machine once, avoiding recurring vendor bills and keeping student data in the building.
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Summary by ByteBrief