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Autoscaling endpoints for LLM inference

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.

By Zain Hasan, SoYoung Park, Nikitha Suryadevara, Ted CuiTogether AI Blog
Autoscaling endpoints for LLM inference

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Originally published by Together AI Blog on Jul 31, 2026.

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