A panel judges every read.

A panel of independent reasoners each judges a name from a different methodology. LyraMind measures their agreement, surfaces contradictions, and returns a consensus whose confidence falls when the panel disagrees.

• Consensus stance, 0–100 agreement, and evidence-weighted confidence
• Explicit contradictions, what an agent must not execute through
• Live frontier models join the same panel, honestly labeled
• Disagreement becomes a measured signal, not noise