Notizblog [notI`z. `blok]: a personal blog about development and stuff.

  • AI and OSGi: When the Parrot Doesn’t Know the Words

    After my experience with AI and OSGi, as can be read in the last blog, I really wanted to know how good AI is with OSGi. I have to admit, AI is really at its boundaries regarding a technology that wasn’t the main technology back then and is now. Because of my experience while working…

  • OSGi-Revival – Classloader-Isolation and Hollywood-Pattern supported by AI

    Background Thanks to a colleague, I was „forced“ to give an internal talk about something I did extensively in the past. More than ten years ago, I was very active in open-source software development, contributing features to the Apache Karaf ecosystem, including work on the PAX Web OSGi Server (based on Jetty, Tomcat, or Undertow).…

  • Model Showdown: Which LLM Gives You the Most Bang for Your Buck?

    How I tested different AI models in cline and GitHub Copilot—and why some of them made me rage-quit. I’ve been pushing various LLM models to their limits, trying to squeeze out the best performance for AI-assisted development. My tools of choice: cline and GitHub Copilot, both integrated into VS Code. cline’s killer feature? Separate models…

  • Context Engineering

    I recently ran a lot of tests to understand how AI can actually improve people’s lives. Beyond being a “stochastic parrot” that can be used for almost anything language-related, I wanted to explore its boundaries—if there are any. So I started diving into the world of Agentic AI, like in my last post about n8n.io,…