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AI Reports · Amazon · 2026-10-12 · Blog / commentary

Deploy decision models with llama.cpp on Amazon SageMaker AI

A how-to guide for deploying decision models with llama.cpp on Amazon SageMaker AI. It serves OpenAI-compatible chat completions with the AWS Deep Learning Container for llama.cpp, then extends it with SemIf to return probabilities over declared options without decoding an answer token. The accompanying sample code includes CPU and GPU deployment options.

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