5. Proof of Inference: Redefining Trust in AI

Traditional AI workflows rely on blind trust: the output of an AI model is assumed to be accurate and untampered. Aureon replaces this model with Proof of Inference, a cryptographic framework for validating outputs.

Key Properties:

• Verifiability: Any user can independently confirm the model was run correctly.

• Confidentiality: Inputs and models remain encrypted and inaccessible.

• Auditability: Each transaction is logged with immutable proof for compliance and quality control.

This introduces a paradigm shift — AI that is both autonomous and provably reliable, a necessity for high-stakes domains.