EmbeddedRelated.com

Getting Started With Embedded Linux - From Nothing To A Login Prompt

Mohammed BillooMohammed Billoo September 28, 2022

This hands-on guide shows how to go from a blank board to a bootable embedded Linux system using Yocto and Docker. Follow the steps to build a reproducible Yocto environment, fetch Toradex manifests, set MACHINE to verdin-imx8mm, run bitbake, and produce the .wic.bmap image ready to flash. Ideal for engineers wanting a concise bringup path for a Verdin iMX8M Mini on a Dahlia carrier.


How to Deploy Local LLMs for Embedded Software Development: The Inference Stack and Honest Comparison

Mohammed BillooMohammed Billoo August 28, 2026

Achieving data sovereignty and offline reliability in embedded software development requires a robust, self-hosted LLM inference stack. Beyond the hype of massive parameter counts, performance depends on how models handle specialized architectural abstractions. Discover how to build a high-fidelity evaluation pipeline using Claude Code, LiteLLM, and vLLM to benchmark local models against frontier equivalents. By mapping real-world Zephyr project requirements to hardware, you can cut through the noise and identify which models actually deliver code that compiles, ensuring your development workflow remains secure, predictable, and exceptionally efficient.