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Local Chatbot RAG with FreeBSD Knowledge

Out of multiple conversations with people at BSD conferences, I noticed that many would love to see a chatbot that provides precise information on FreeBSD—for users, admins, and developers. I strongly believe that there should not be an official chat.freebsd.org . Local chatbots work well and can be tweaked to fit personal needs. This documentation is written for macOS with Apple Silicon (because of the GPU support), but should work on other OSes as well. Step 1: Install Ollama (API for Multi

Writing documentation for AI: best practices

Retrieval-Augmented Generation (RAG) systems like Kapa rely on your documentation to provide accurate, helpful information. When documentation serves both humans and machines well, it creates a self-reinforcing loop of content quality: clear documentation improves AI answers, and those answers help surface gaps that further improve the docs. This guide provides best practices for creating documentation that works effectively for both human readers and AI/LLM consumption in RAG systems. Many bes

Is documentation like pineapple on pizza?

Internal software documentation is often a controversial topic. Many developers avoid writing it and aim to produce just enough to get the project running. If you browse discussions on platforms like Reddit or Quora, most questions about documentation focus on why it's so poorly done or disliked by developers. On the other hand, avoiding documentation slows down the team. It creates friction, forcing knowledge transfers to happen in person or requiring developers to reverse-engineer the code ju