MathLedger: A Verifiable Learning Substrate with Ledger-Attested Feedback

Ismail Ahmad Abdullah

Contemporary AI systems achieve extraordinary performance yet remain opaque and non-verifiable, creating a crisis of trust for safety-critical deployment. We introduce MathLedger,…