Implementation Status¶
Core Systems¶
Neural Entrainment¶
Audio Engine (adaptive_audio_engine.py)¶
✓ Binaural beat generation (2025-11-08)
Carrier frequency management
Beat frequency adaptation
Real-time synthesis
✓ User state tracking (2025-11-08)
Fatigue level monitoring
Caffeine level tracking
Sleep state integration
✓ AI-driven recommendations (2025-11-08)
Frequency optimization
State-based adaptation
⚠ Volume adaptation (partial)
Basic volume control implemented
Missing: ambient noise adaptation
Visual Entrainment¶
✓ Strobe synchronization (2025-11-08)
Eye movement-based timing
Frequency range safety limits
⚠ Multi-display support (partial)
Single display fully functional
Multiple display coordination pending
Biometric Integration¶
Whoop Integration (biometric/whoop_client.py)¶
✓ Real-time heart rate monitoring
✓ HRV analysis
RMSSD calculation
Frequency domain analysis
✓ Sleep phase detection
⚠ Recovery metrics (partial)
Basic recovery score
Missing: detailed strain analysis
Eye Tracking (biometric/tobii_tracker.py)¶
✓ Gaze tracking
3D position tracking
Validity checking
✓ Attention metrics
Fixation duration
Saccade velocity
Pupil diameter
✓ Cognitive load estimation
Combined metric calculation
Real-time updates
Flow State Detection (flow_state_detector.py)¶
✓ Multi-modal feature extraction
✓ Real-time state classification
⚠ ML model integration (partial)
Basic model framework
Missing: advanced feature fusion
Frontend Integration¶
✓ Real-time visualization
✓ User controls
⚠ Advanced metrics display (partial)
Upcoming Features¶
EEG Integration
Hardware selection pending
Protocol design complete
Advanced ML Pipeline
Architecture designed
Implementation scheduled
Environmental Monitoring
Sensor selection in progress
Integration planning complete
Recent Updates¶
2025-11-08: Enhanced binaural beat synthesis
2025-11-08: Improved cognitive load estimation
2025-11-08: Added basic ML integration