{"slug": "abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio", "title": "ABAH – Offline firmware generation and flashing with GraphRAG and PlatformIO", "summary": "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.", "body_md": "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.\n\n`ollama serve`\n\n- Write\n`abah`\n\nin the terminal to start the application.\n\nRun the following:\n\n- Ensure your environment has Python 3.12 installed.\n- In the same directory as the\n`pyproject.toml`\n\nfile, run:`pip install -e .`\n\n`ollama pull qwen3:30b-instruct`\n\n`ollama pull qwen3-embedding:4B`\n\n- Author: John Abah\n\n- Email:\n[john.abah@stud.hshl.de](mailto:john.abah@stud.hshl.de) - LinkedIn:\n[https://www.linkedin.com/in/john-abah-311ab233a/](https://www.linkedin.com/in/john-abah-311ab233a/)\n\n- Support the project:\n[https://buymeacoffee.com/johnabah](https://buymeacoffee.com/johnabah)", "url": "https://wpnews.pro/news/abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio", "canonical_source": "https://github.com/john-abah/ABAH", "published_at": "2026-08-25 08:47:21+00:00", "updated_at": "2026-08-25 09:14:57.410814+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "developer-tools", "ai-tools"], "entities": ["John Abah", "ABAH", "GraphRAG", "PlatformIO", "Ollama", "qwen3:30b-instruct", "qwen3-embedding:4B"], "alternates": {"html": "https://wpnews.pro/news/abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio", "markdown": "https://wpnews.pro/news/abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio.md", "text": "https://wpnews.pro/news/abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio.txt", "jsonld": "https://wpnews.pro/news/abah-offline-firmware-generation-and-flashing-with-graphrag-and-platformio.jsonld"}}