Oracle failures rarely announce themselves.
There is no immediate outage. No dramatic error message. Data continues to flow. Transactions continue to execute. The system appears healthy until losses surface downstream.
This is what makes oracle risk uniquely dangerous.
APRO is designed around the assumption that data reliability cannot be binary. Availability does not equal correctness. Speed does not equal safety. Oracles must be evaluated continuously, not trusted blindly.
By combining multiple verification layers and separating data sourcing from validation, APRO reduces the likelihood that a single failure propagates system-wide. Errors are isolated before they become systemic.
Most oracle incidents are diagnosed after damage occurs. APRO’s architecture is built to surface risk before it compounds.
