Why AI Systems Fail Quietly

In late-stage testing of a distributed AI platform, engineers sometimes encounter a perplexing situation: Every monitoring dashboard reads “healthy,” yet users report that the system’s decisions are slowly becoming wrong. Engineers are trained to recognize failure in familiar ways: a service crashes