student-agency

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Human-governed AI agents for K–12 proof-of-learning. AI assists. Humans govern. Evidence speaks. Communities validate.

Transparent learner-system interaction simulator for agency-aware adaptive support, learner choice, policy stress testing, and sensitivity analysis.

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