llama.cpp decision models deploy on Amazon SageMaker AI
Decision models return calibrated option probabilities rather than free-form text, and this setup shows how to get them from llama.cpp without a managed inference service. Teams building routing, classification or guardrail endpoints on SageMaker can follow the how-to to ship an OpenAI-compatible endpoint with SemIf probability outputs on either CPU or GPU. Compared with hosted APIs, it keeps inference on AWS infrastructure you control.