# Amazon — Deploy Hugging Face models on Amazon SageMaker AI with coding agents

- Company: Amazon (amazon.com)
- Announced: 2026-09-18T15:25:23+00:00
- Category: developer-tool-release
- Coverage: not counted
- Announcement: no
- Group: routine
- Source: https://aws.amazon.com/blogs/machine-learning/deploy-hugging-face-models-on-amazon-sagemaker-ai-with-coding-agents/
- Record: https://forck.live/items/12211-deploy-hugging-face-models-on-amazon-sagemaker-ai-with-coding-agents
- Subject: Bedrock / Nova

Amazon published a guide on deploying Hugging Face models to SageMaker AI using coding agent skills. The post demonstrates how six open-source skills from the Hugging Face Skills repository enable coding agents to make production-ready deployment decisions, including selecting the correct serving container, configuring autoscaling, and setting CloudWatch alarms, while avoiding common pitfalls that unguided agents encounter.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/deploy-hugging-face-models-on-amazon-sagemaker-ai-with-coding-agents/:

> You install six skills from Hugging Face Skills, point a coding agent at a Hugging Face model, and get back a real-time endpoint with autoscaling, Amazon CloudWatch alarms, the correct serving container from the AWS Deep Learning Containers (DLC) catalog, and a verified teardown path.

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