AWS ML BlogTuesday · October 13, 2026FREE

Deploy decision models with llama.cpp on Amazon SageMaker AI

The AWS ML Blog published a how-to titled "Deploy decision models with llama.cpp on Amazon SageMaker AI." According to the excerpt, the post walks through deploying decision models with llama.cpp on Amazon SageMaker AI. It describes serving OpenAI-compatible chat completions with the AWS Deep Learning Container for llama.cpp, and then extending the runtime with SemIf to return probabilities over declared options. The excerpt states this works on CPU or GPU. The source presents the material as a technical how-to rather than an announcement of a new service or model release. No specific model names, package versions, benchmark numbers, pricing, or performance figures appear in the provided title and excerpt, so none are reported here. The only named components are llama.cpp, Amazon SageMaker AI, the AWS Deep Learning Container for llama.cpp, SemIf, and OpenAI-compatible chat completions. The stated outcome is a runtime that returns probabilities over declared options, which the excerpt says can run on CPU or GPU.