How does AWS support large-scale LLM inference?

Updated May 5, 2026

Short answer

AWS supports LLM inference using SageMaker endpoints and Bedrock APIs with GPU scaling.

Deep explanation

Large language models are served using distributed GPU instances with batching, quantization, and autoscaling to handle high traffic efficiently.

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