A system for resolving prediction market outcomes using secure hardware and trust-based scorer selection. The system scores each resolver based on their track record of accuracy, governance participation, and integrity alignment rather than token holdings. Resolution computations execute inside a tamper-resistant hardware enclave that prevents manipulation by platform operators or external attackers. Upon resolution, the system produces a sealed Provenance Token containing six cryptographic fields that bind the decision to its inputs, scoring model, enclave identity, and a non-replayable counter value, enabling anyone to independently verify resolution integrity. Anomalous resolver submissions are detected and quarantined before consensus using dual machine-learning algorithms running inside the enclave. The system generates regulatory compliance reports within the secure hardware and delivers results through authenticated API endpoints. Settlement automatically distributes payouts to holders of winning outcome shares.