Why it matters
Developers shipping AI-integrated backends face new testing paradigms. Unreliable performance measurement leads to over-provisioning and unexpected cost spikes in production — understanding the failure modes saves real money.
The tokenmaxxing angle
AI system latency and non-determinism directly affect cost modeling: variable response times mean variable billing. Building telemetry and test harnesses that account for this is a prerequisite to accurate agent spend forecasting.
From the organizers
Speaker Gargi Majumder presents a real production failure case study and recovery lessons; held at 307 West 38th Street, Studio 1401, New York, NY — hosted by The Test Tribe New York.