The Truth Swarm
When users consent to contribute de-identified query patterns, these feed a federated learning network that makes the AI sharper for everyone. A Conflict Resolution Oracle dynamically weights truth scores from real-world swarm signals when expert disagreements arise.
The Flywheel
More users → richer federated data → stronger Truth Discovery → better outcomes → higher retention → more referrals → more clinics → even more data → LOOP.