Ted Kupolov

Ted Kupolov is a systems and JVM performance engineer and founder of PVR Labs. He previously worked at Google, Apple, and ServiceNow.

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Ted Kupolov Oct 15, 2026 156 views

Monitor Spring Boot applications on a small VPS using Actuator and StatLite, without operating a full Prometheus and Grafana stack.

Your GPU spend is optimized. Your JVM probably isn’t.
Hidden JVM inefficiencies - GC pauses, conservative JIT, slow warm-up - are quietly draining your AI infrastructure's performance and cloud spend. This guide shows how to eliminate that drag and scale with fewer nodes.
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