Curriculum-Grounded Local School Models

Projection: school systems will operate smaller models grounded in approved curricula, local policies, and teacher-created examples. Local deployment can improve privacy and controllability, but only if schools fund maintenance, adversarial testing, multilingual access, and a clear path for correcting wrong instructional content.