#inference

Same GPUs, same model, same replica count. Swap round-robin for prefix-cache-aware routing and the fleet gets 2.3x faster. The router was throwing the…

Idle GPUs at six dollars an hour are a bonfire. Scaling to zero saves the money, but the first user back waits minutes unless you kill the cold start.

The GPU dashboard says 92% busy and users are waiting eight seconds for the first token. Monitoring an LLM server means watching the queue, not the…