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Containerize Your Build System using AI

Circuit Cellar

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August 2025

Docker can streamline your embedded development process, containerizing your build environment, ensuring consistency and eliminating toolchain discrepancies across team members. You can leverage AI to optimize your Dockerfile, and enhance efficiency in setting up and managing complex development environments.

- By Jacob Beningo

Containerize Your Build System using AI

Have you ever spent considerable time at the start of a project installing numerous tools such as compilers, debuggers, Python, static analyzers, code formatters, and more? Setting up these tools is always a pain, but in a team setting, getting the same tools set up and ensuring everyone continues to use them is even more so.

I recall a specific project where an application compiled and ran perfectly fine for one developer, but another developer found that the application would crash. Same code. Different outcomes. What was the root cause? The two team members had different versions of the compiler, and one had a bug!

So, how do we ensure we avoid time-consuming build system setups, have the same tools, and help new teammates get up to speed quickly? We can containerize our build environment using tools like Docker!

In this article, we'll walk through:

  • What Docker is and why it matters

  • How to leverage AI to create an embedded development container

  • How to build and run your container

  • Practical examples to demonstrate the use of containers in embedded development

  • Let's dive in.

WHAT IS DOCKER?

At its core, Docker is a platform that enables you to package your entire build environment including compilers, debuggers, Python tools, static analyzers, and any other necessary components into a single container. Think of it like a portable box that contains everything your software project needs to build and run.

There are several benefits that Docker brings to your development environment:

  • A consistent build environment (the same for everyone)

  • Isolation (your build environment is separate from your host environment)

  • Dependency control (you control the dependencies and versions of software)

  • Portability (create one container and distribute to a whole team or customer)

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