# ABAH – Offline firmware generation and flashing with GraphRAG and PlatformIO

> Source: <https://github.com/john-abah/ABAH>
> Published: 2026-08-25 08:47:21+00:00

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)