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A school pays $14,400/year for AI tools. The open-weight equivalent is free, runs on laptops they already own, and offers better privacy by design. A 500-teacher district spends six figures for what's available at no cost. https://matthewrhoads.com/2026/07/18/local-llms-school-districts-lm-studio/