Real-Time EEG Integration (Pilot)
Direct neural correlates via consumer-grade EEG headsets (Muse, OpenBCI)
Neural Feedback Loop
Tracks theta-alpha crossover (focused alertness marker). EEG abnormalities trigger immediate task adjustment.
Delta (1-4 Hz)
Sleep-like
Alert
Theta (4-8 Hz)
Meditation/Drowsy
Caution
Alpha (8-12 Hz)
Relaxed alertness
Good
Beta (12-30 Hz)
Active focus
Good
Gamma (30-100 Hz)
Problem solving
Good
Implementation Notes
- • Requires consumer EEG headset (Muse 2S, Emotiv EPOC+)
- • Artifact rejection via independent component analysis
- • Individual baselines computed first 3 sessions
- • Theta-alpha ratio > 0.5 indicates task disengagement
Ethical Safeguards
EEG data never stored on cloud (local-only). No emotional inference without explicit parental consent. Annual external audit of neuroethical compliance.
