The Geometry of Alignment: Tolerance Boundaries in Production Systems
A production messaging platform serving approximately 450M transactions per month observed an increase in API response latency. A secondary service endpoint, which typically responded within milliseconds, began showing TTFB (Time to First Byte) measurements approaching 6.6 seconds. Network-level timing remained within the expected range, indicating that the delay originated at the application processing layer.