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ABAH – Offline firmware generation and flashing with GraphRAG and PlatformIO

John Abah released ABAH, an open-source platform that uses GraphRAG, PlatformIO, and Ollama to enable local LLM-assisted embedded hardware programming, including offline firmware generation and flashing. The tool requires Python 3.12 and pulls the qwen3:30b-instruct and qwen3-embedding:4B models via Ollama.

read1 min views1 publishedAug 25, 2026
ABAH – Offline firmware generation and flashing with GraphRAG and PlatformIO
Image: Michielbdejong (auto-discovered)

This project serves as a platform for embedded hardware programming using Large Language Models. It utilizes GraphRAG, PlatformIO, and Ollama to enable local LLM-assisted embedded development.

ollama serve

  • Write abah

in the terminal to start the application.

Run the following:

  • Ensure your environment has Python 3.12 installed.
  • In the same directory as the pyproject.toml
file, run:`pip install -e .`

`ollama pull qwen3:30b-instruct`

`ollama pull qwen3-embedding:4B`

- Author: John Abah

- Email:
[john.abah@stud.hshl.de](mailto:john.abah@stud.hshl.de) - LinkedIn:
[https://www.linkedin.com/in/john-abah-311ab233a/](https://www.linkedin.com/in/john-abah-311ab233a/)

- Support the project:
[https://buymeacoffee.com/johnabah](https://buymeacoffee.com/johnabah)
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