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134 bills in 31 states regulate AI in education — all because data leaves the device. Local inference changes that. Models run on school laptops, free, zero data transmission. The privacy compliance problem disappears. https://matthewrhoads.com/2026/07/18/local-llms-school-districts-lm-studio/