Research Demonstrations
Watch our latest research findings and technology demonstrations
Breathing Authentication Research
Revolutionary research from Current Biology (2025) reveals that breathing patterns are unique biometric identifiers—more accurate than voice recognition and perfectly suited for wearable devices.
Key Finding: 96.8% identification accuracy across 97 participants using nasal airflow patterns alone.
GLE Technology Overview
General Learning Encoder (GLE) serves as the foundation for subject-invariant pattern recognition, enabling models to work on new users immediately without calibration.
Key Finding: Verified against competition benchmarks: 27.5% better performance than winning solution on subject-invariant mental health prediction tasks.
Our Research Areas
We research, develop, and publish technologies across multiple domains
Consciousness & AI Research
Complete AI Architecture
Dual-brain system (GPT + Harmonic Frequency - HF Models + Adapter) enabling consciousness-aware AI that understands brain signals directly
General Learning Encoder (GLE)
Pre-trained foundation model for frequency-domain processing, enabling subject-invariant EEG intelligence across multiple applications
Breathing Authentication
Research on breathing-based biometric identification with 96.8% accuracy, published in Current Biology (2025)
Data Sovereignty Research
Personal AI Systems
Research on AI systems that understand individuals personally while maintaining data sovereignty and privacy
Privacy Architecture
Developing robust privacy-preserving systems for personal data management
Data Standards
Creating universal data interchange formats for personal data sovereignty
Protocol & Security Research
Satellite Data Protocol (SRPT)
Developing SRPT protocol for efficient global transfer of large AI models and datasets via satellite networks
Quantum-Safe Privacy
Developing post-quantum cryptographic solutions to ensure long-term data protection
Applications of Our Research
Our research leads to practical applications and platforms
Bagle.com
Hardware-to-AI transformation platform powered by GLE. Transform your devices into complete AI infrastructure.
MirrorAI
Complete AI applications enabling consciousness-aware AI for mental coaching and personal development.
RIIF
Audio player platform for personalized content delivery powered by consciousness-aware AI.