# AWS serves decision models with llama.cpp on SageMaker

> An AWS guide dated October 12 explains serving a GGUF model through a SageMaker AI endpoint using the standard Deep Learning Container, returning OpenAI-compatible chat responses. It includes CPU and GPU deployment options.

- Canonical URL: https://newsverum.com/en/news/aws-llama-cpp-decision-models-sagemaker-2026
- Publisher: Newsverum
- Section: Technology
- Published: 2026-10-15T21:30:20+00:00
- Updated: 2026-10-15T21:30:20+00:00
- Source review period: 2026-10-12
- Other editions: [Türkçe](https://newsverum.com/tr/news/aws-llama-cpp-decision-models-sagemaker-2026.md), [العربية](https://newsverum.com/ar/news/aws-llama-cpp-decision-models-sagemaker-2026.md), [Français](https://newsverum.com/fr/news/aws-llama-cpp-decision-models-sagemaker-2026.md), [Español](https://newsverum.com/es/news/aws-llama-cpp-decision-models-sagemaker-2026.md), [Deutsch](https://newsverum.com/de/news/aws-llama-cpp-decision-models-sagemaker-2026.md), [Português](https://newsverum.com/pt/news/aws-llama-cpp-decision-models-sagemaker-2026.md)

*The source does not state the event date; the period shown is the source review period.*

An optional SemIf adapter returns probabilities for declared choices. Since llama-server does not expose logits and model state, the SemIf path builds a derived image with CodeBuild. The post is a deployment guide, not an independent performance comparison.

## Data

### AWS serves decision models with llama.cpp on SageMaker

AWS serves decision models with llama.cpp on SageMaker

Methodology: Scope and values are reported by the source; this is not independent verification.

| date | label | description | status |
|---|---|---|---|
| 2026-10-12 | Publication date | An AWS guide dated October 12 explains serving a GGUF model through a SageMaker AI endpoint using the standard Deep Learning Container, returning OpenAI-compatible chat responses. It includes CPU and GPU deployment options. | occurred |

Sources: <https://aws.amazon.com/blogs/machine-learning/deploy-decision-models-with-llama-cpp-on-amazon-sagemaker-ai/> · Download data: [JSON](https://newsverum.com/api/v1/articles/aws-llama-cpp-decision-models-sagemaker-2026/data/reported-event?lang=en&format=json) · [CSV](https://newsverum.com/api/v1/articles/aws-llama-cpp-decision-models-sagemaker-2026/data/reported-event?lang=en&format=csv)

## Sources

- [AWS](<https://aws.amazon.com/blogs/machine-learning/deploy-decision-models-with-llama-cpp-on-amazon-sagemaker-ai/>) (Source checked: 2026-10-15; Published: 2026-10-12)

---

Cite the canonical URL above. [Editorial standards and corrections](https://newsverum.com/en/editorial)