Serverless GPU Cold Starts Take 40s – Here’s How to Fix

The 1000x Latency Gap A cold-start instance on a serverless GPU platform produces its first token after more than 40 seconds. A warm instance generates subsequent tokens in roughly 30 milliseconds. That is a latency ratio of over 1,300:1 between the cold and warm states, and it is the single …