Diagnoses wrong gradients in differentiable NVIDIA Warp programs by measuring first — comparing autodiff against finite differences on a shrunk reproduction before proposing any fix.

Packer AWS AMI BuilderSkill
Summary
HashiCorp's official Packer skill for building Amazon Machine Images with the amazon-ebs builder, covering template structure, plugin pinning and the cost and timing caveats.
Features
- Complete amazon-ebs builder template in HCL with required_plugins pinning
- Parameterised region and source AMI selection
- Warns that builds incur EC2, EBS and data-transfer costs and take 10-30 minutes
- Links directly to the canonical Amazon EBS builder documentation
- Part of HashiCorp's four-skill Packer plugin alongside Azure, Windows and registry-push skills
Install This Skill
Add this skill to your favorite AI agent in a few steps.
Skill Content
Usage Instructions
Learn how to use this skill with different AI agents.
Example Usage
Write me a Packer template that bakes an Ubuntu 24.04 AMI in eu-west-1 with our Datadog agent pre-installed.
Description
aws-ami-builder is one of four Packer skills in HashiCorp's official agent-skills repository, which also publishes sixteen Terraform skills. It teaches an agent to write and run Packer templates that produce Amazon Machine Images using the amazon-ebs builder — the standard path for baking golden images for EC2.
The skill leads with a working HCL template rather than prose: a packer block pinning the github.com/hashicorp/amazon plugin to ~> 1.3, a parameterised region variable, source AMI selection, and the build and provisioner structure around it. Pinning the plugin version in required_plugins is the detail that matters most in practice, because an unpinned Packer build is not reproducible across machines or CI runners.
It is also honest about the operational cost, which most tutorials skip: building AMIs incurs real AWS charges — EC2 instance time, EBS storage and data transfer — and a build typically takes 10 to 30 minutes depending on how much provisioning happens inside the image. That is the difference between an agent that offers to "just try a build" and one that tells you what the attempt costs first.
The skill points at HashiCorp's canonical Amazon EBS Builder documentation rather than restating it, so it stays current as the builder evolves. Its sibling Packer skills cover Azure image building, Windows image builds, and pushing finished artifacts to a registry.
Installation. npx skills add hashicorp/agent-skills/plugins/packer/skills/aws-ami-builder for this skill alone, or claude plugin marketplace add hashicorp/agent-skills followed by claude plugin install packer@hashicorp for the whole Packer bundle. Licensed MPL-2.0.
Best for platform teams maintaining golden AMIs and anyone whose CI pipeline bakes images. It assumes AWS credentials and Packer are already installed, and it deliberately does not cover Terraform provisioning of the resulting AMI — that is what the Terraform skills in the same repository are for.
Covered in the Weekly
- Onei AI Weekly #3 — August 17, 2026
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