Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier

Kaiwen Shi, Zheyuan Zhang, Han Bao +2

Modern agent systems can turn uncertainty into overconfidence. Fragile upstream decisions are often exposed to downstream components as clean intermediate artifacts, while the unce…