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Skills/Backend & APIs
awslabs avatar

Model Deployment

awslabs/agent-pluginsOfficial

Takes a SageMaker Serverless Model Customization fine-tuned model and generates the code to actually deploy it, either to a SageMaker endpoint or Bedrock.

installs
146
GitHub stars
930
last updated
Jun 11, 2026
View on GitHubSave

Install

$ npx -y skills add awslabs/agent-plugins --skill model-deployment --agent claude-code

Installs into .claude/skills of the current project.

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What it does

It's methodical about walking through the decision tree: pulls metadata from your training job, figures out whether you've got Nova or an OSS model, shows you eligible targets, then generates pathway-specific deployment code. The workflow is deliberately slow, one confirmation at a time, which feels right given how easy it is to spin up expensive infrastructure by accident. Only handles LoRA fine-tuned models, not full fine-tuning, and it'll check the license terms before deploying. Honest take: this is the boring bridging work between "my model trained" and "I can call my model," automated.

Files

Select a file.

Details

Repository
github.com/awslabs/agent-plugins
Categories
Backend & APIs, DevOps & CI/CD, AI & Agent Building, Release Management, Cloud & Infrastructure
License
Apache-2.0
First seen
Jun 11, 2026

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  • Hyperpod Version Checker141
  • Hyperpod Issue Report139
  • Model Evaluation131
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  • Dsql
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  • Finetuning Technique
  • Hyperpod Cluster Debugger
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  • Hyperpod Node Debugger
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  • Model Selection
  • Sdk Getting Started
  • Aws Architecture Diagram321
  • Aws Lambda253

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