To ensure transparency, every verified output is accompanied by a cryptographic certificate—a traceable record showing which claims were evaluated, which models participated, and how they voted . The protocol also integrates economic incentives through a hybrid model combining Proof of Work (demonstrating genuine inference) and Proof of Stake (slashing tokens for dishonest behavior) to secure the network .

The technical process involves three key steps: Binarization (breaking complex responses into individual claims), Distributed Verification (nodes validating claims independently), and Proof of Verification (cryptographic recording of results) . In production, Mira’s "Verify" system uses three independent verification models to check content, labeling outputs as "real," "false," or "no consensus" based on agreement levels .@Mira - Trust Layer of AI #mira $MIRA