My name is Konstantin Meshcheryakov. I’m Head of AI at an IoT engineering company in Wroclaw, where I build the GenAI strategy, run the AI adoption program for the whole engineering organisation, and own the company’s EU AI Act compliance work. I also keep doing architecture on AI engagements, since advice ages quickly without delivery behind it.
The road here took sixteen years. I started with a PhD in Physics and Mathematics, wrote C++/Qt systems for aircraft testing, moved through embedded development and AWS architecture, and picked up machine learning along the way, from TinyML on microcontrollers to production ML and LLM systems. For several years I also lectured at a university, teaching Qt, Python, and functional programming. That arc, from firmware to GenAI strategy, still shapes how I judge what will survive contact with production. The blog’s name is borrowed from the CFD vocabulary, with a convenient overlap with my surname.
This blog is where I share my thoughts and observations from the AI trenches: practical use cases, nuances of working with LLMs and agents, AI-assisted development, and the pitfalls of edge AI. Occasionally, you might also find notes here on other tech topics that catch my attention. All of this reflects my personal experience and perspective, seasoned with a touch of irony and a commitment to separating substance from hype.