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Applications & Use Cases

Illustrative directions

These examples illustrate where the SENEX design is headed. They combine shipped capabilities (local-first processing, governed sharing) with roadmap ones (MPC aggregation, network-scale GENOME). Compliance references are design goals, not certifications.

Pull-Based Contextual Services​

  1. User requests city navigation through AIA agent
  2. Contributing clients share encrypted location/destination data
  3. Genome processes aggregated traffic patterns via MPC
  4. Optimized routes returned with privacy preservation
  5. Contributors rewarded based on data utility

Healthcare Predictions​

  • Local health data processing (HIPAA compliant)
  • Encrypted symptom pattern sharing
  • Population-level disease prediction
  • Individual risk assessment without data exposure

Financial Advisory​

  • Personal spending analysis (local-only)
  • Market trend aggregation (anonymized)
  • Investment recommendations with privacy guarantees