Serverless GPU Inference Cold Start Mitigation: Reducing First-Token Latency with Warm Pools and Staged Pre-Warming
An in-depth analysis of the six-stage bottleneck of LLM cold starts in serverless GPU scenarios, covering warm pool tiering strategies, staged pre-warming mechanisms, engineering architecture, and metrics to help teams find a verifiable balance between GPU cost and first-token latency.