Quality-aware multimodal inference
The system direction combines synchronized multimodal signals with explicit signal-quality information so inference can adapt when one modality is degraded or unavailable.
Neurotechnology · invention · patent pending
NDMS is a privacy-aware multimodal neurotechnology programme focused on structured multimodal signal integration, quality-aware inference, edge-oriented processing, and interpretable system design.
The project sits between neurotechnology, multimodal machine learning, and responsible system design. Its public presentation is deliberately bounded: NDMS is an invention and technology-development programme, not a validated diagnostic or clinical product.

System principles
The system direction combines synchronized multimodal signals with explicit signal-quality information so inference can adapt when one modality is degraded or unavailable.
The invention programme emphasizes local or edge-oriented processing and consent-aware system design rather than treating raw multimodal data as an unconstrained cloud resource.
Outputs are framed as calibrated system estimates with explicit limitations. The project is not presented as a validated diagnostic, clinical, hiring, or surveillance product.
Public architecture schematic
This schematic shows the public system logic at a deliberately high level. It communicates the engineering structure without turning the portfolio into a disclosure of unpublished implementation details or claim drafting.
Audio and visual streams enter a time-aligned processing path.
Features are extracted over consecutive analysis windows rather than treated as one undifferentiated recording.
Per-modality quality information is estimated alongside the behavioural features.
The inference path can favor multimodal or single-modality processing when signal quality changes.
The system produces a continuous masking-probability estimate rather than a categorical diagnostic label.
Claim boundary
Patent status, prototype development, and system architecture do not establish clinical validity. The site therefore separates invention claims from evidence claims and avoids describing NDMS as a diagnostic, therapeutic, or clinically validated product.
The public positioning does not frame NDMS as a hiring, surveillance, or coercive decision system. The emphasis is consent-aware, privacy-conscious technology development with calibrated outputs and explicit limitations.