AI article

Gemma 4 Inference on AWS: Bedrock, SageMaker, GPUs, Inferentia and Trainium Behind One Strands Agent

Community description: A step by step survey of six ways to serve a model on AWS, from a managed API to your own Neuron chip, driven by one Strands agent and measured on the same day with the same prompts.

Dev.to | Oct 6, 2026 | xbill

Automated excerpt

The g6 and SageMaker rows run the same weights on the same GPU, one as a VM and one as a managed endpoint. The inf2 and trn1 rows run the same compiled image on two different AWS chips. Every backend answered in all three runs.

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