GPU utilization can read healthy while your queue backs up, and a new replica takes minutes to warm. Here’s how to pick autoscaling metrics, tune scale-up/down windows, and budget for cold starts on dedicated inference.
Autoscaling endpoints for LLM inference
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July 31, 2026
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together-ai