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The Kubernetes Gateway API Inference Extension routes LLM requests based on backend serving state, improving cluster capacity use and reducing latency. It evaluates KV cache state, LoRA adapter availability, and queue length to select optimal endpoints. Standard load balancers waste inference capacity by treating model-serving backends as interchangeable.
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