1. AI-Specific Disclaimers: No Grade Guarantee. We use a Socratic "Hint-First" logic. Not a substitute for human teaching.

2. Sovereign Data Standards: LumenForge doesn't use pupil work to train models. Designed toward DfE 2026 guidance.

3. Safeguarding Protocol: Crisis messages are flagged for school staff to review. Automated DSL alerts are in development.

4. Parental Consent: Active opt-in required for under-18s.